freshrelease-mcp 1.11.7

An MCP server for Freshrelease - enables Cursor AI to interact with Freshrelease projects

Freshrelease MCP Server

An MCP server that enables AI models to interact with Freshrelease through powerful tools for complete project and test management.

🚀 Key Features

• 🤖 AI-Native: Built specifically for AI model integration via MCP protocol
• 🔧 Complete Management: Projects, tasks, test cases, test runs, and user management
• 🧠 Smart Resolution: Automatically converts names to IDs (users, sprints, projects, etc.)
• 📋 Native Filtering: Full support for Freshrelease's native query_hash format
• 🌲 Hierarchical Navigation: Navigate through 7-level deep section hierarchies
• ⚡ Performance Optimized: Built-in caching, connection pooling, and batch processing
• 🎯 Label-Based Filtering: Use intuitive field names like "Owner" instead of "owner_id"

📊 Tools Overview

Category	Key Features
Core Management	Projects, tasks, users, and issue types
Test Management	Test cases, test runs, and execution tracking
Smart Filtering	Advanced task and test case filtering
Lookup & Utilities	Name-to-ID resolution and cache management

🛠️ Available Tools

Core Management

Tool	Purpose	Key Parameters
fr_get_project	Get project details	project_identifier
fr_get_task	Get task by ID/key	project_identifier, key
fr_get_all_tasks	List all project tasks	project_identifier
fr_get_epic_insights	Get comprehensive AI insights for epics with detailed task analysis	epic_key, fetch_detailed_tasks, max_tasks
fr_get_issue_type_by_name	Resolve issue type names	issue_type_name
get_task_default_and_custom_fields	Get form fields for issue types	issue_type_name
fr_search_users	Find users by name/email	search_text

Test Management

Tool	Purpose	Key Parameters
fr_list_testcases	List all test cases	project_identifier
fr_get_testcase	Get specific test case	test_case_key
fr_get_testcases_by_section	Get tests by section	section_name
fr_link_testcase_issues	Link tests to issues	testcase_keys, issue_keys
fr_testcase_filter_summary	Advanced test filtering with AI insights	filter_rules
fr_add_testcases_to_testrun	Add tests to run	test_run_id, test_case_keys
fr_get_testrun_summary	Get comprehensive test run summary with AI quality analysis	test_run_id

Smart Filtering

Tool	Purpose	Key Parameters
fr_filter_tasks	Advanced task filtering with native query_hash	query_hash, filter_id, include, pagination
fr_get_issue_form_fields	Get issue form schema	issue_type_id
fr_get_testcase_form_fields	Get test form schema	-
fr_get_all_issue_type_form_fields	Get all form schemas	-

Lookup & Utilities

Tool	Purpose	Key Parameters
fr_get_sprint_by_name	Find sprint by name	sprint_name
fr_get_release_by_name	Find release by name	release_name
fr_get_tag_by_name	Find tag by name	tag_name
fr_get_current_subproject_sprint	Get active sub-project sprint	sub_project_name
get_subproject_id_by_name	Resolve sub-project names	sub_project_name
fr_clear_filter_cache	Clear filter cache	-
fr_clear_all_caches	Clear all caches	-

✨ Smart Features

• 🧠 Name-to-ID Resolution: Converts user names, sprint names, issue types, etc. to IDs automatically
• 📋 Native Query Format: Full support for Freshrelease's query_hash format with all operators
• 🌲 Hierarchical Sections: Navigate up to 7 levels deep section hierarchies (e.g., "Level1 > Level2 > Level3")
• 🔄 API Compatibility: Handles both nested {"users": [...]} and direct array response formats
• ⚡ Performance Optimized: Multi-level caching, connection pooling, optimized batch processing
• 🔗 Flexible Project IDs: Accept both project keys ("FS") and numeric IDs (123)
• 🎯 Custom Field Support: Auto-detects and handles custom fields with "cf_" prefixing
• 📊 Multiple Query Formats: Native query_hash, comma-separated strings, or JSON objects

🚀 Quick Start

1. Install

# Easy install (no Python needed)
curl -LsSf https://astral.sh/uv/install.sh | sh
# Or with Python: uv tool install freshrelease-mcp

2. Get Credentials

• API Key: Freshrelease → Profile → API Key
• Domain: company.freshrelease.com (your domain)
• Project Key: e.g., "FS", "PROJ" (optional)

3. Configure Cursor

Add to ~/.cursor/mcp.json:

{
  "mcpServers": {
    "freshrelease-mcp": {
      "command": "uvx",
      "args": ["freshrelease-mcp"],
      "env": {
        "FRESHRELEASE_API_KEY": "your_api_key",
        "FRESHRELEASE_DOMAIN": "company.freshrelease.com",
        "FRESHRELEASE_PROJECT_KEY": "FS"
      }
    }
  }
}

4. Restart Cursor

✅ You'll see Freshrelease tools available!

💡 Usage Examples

🎯 Task Management

Get project overview:

"Show me all tasks in the FS project"

Get specific task details:

"Get details for task FS-123"

Get comprehensive epic insights with AI analysis:

"Show me detailed insights for epic FS-223786 including git status and risk assessment"

The AI will automatically:

• Fetch the epic details and all child tasks with full information
• Analyze git/PR development status from task descriptions
• Provide AI-powered insights on completion rates, team distribution, and timeline risks
• Provide status breakdown and progress summary
• Show assignee distribution and priority breakdown

📋 Advanced Task Filtering

Use natural language filtering:

"Find all high priority tasks owned by John Doe that are currently in progress"

The AI understands both:

• Friendly labels: "Owner", "Status", "Priority"
• Technical names: "owner_id", "status_id", "priority_id"

Native Freshrelease filtering with existing filters:

"Filter tasks using saved filter ID 102776 with custom fields and date ranges"

Sprint and date-based filtering:

"Show me all bugs in Sprint 1 created between Dec 2024 and Aug 2025"

🧪 Test Case Management

Filter test cases naturally:

"Find all high and medium severity functional tests in the Authentication section"

Navigate hierarchical sections:

"Get all test cases from Authentication > Login Tests > Positive Cases section"

The AI can navigate up to 7 levels deep in section hierarchies automatically.

Get concise test run summary with AI insights:

"How is test run 150183 performing?"

Response example: "23/25 tests executed (92% complete). 21 passed, 2 failed. Quality score: Good. Fix 2 failing test cases."

🛠️ Development Tools

Code Quality Assurance

This project includes comprehensive tools to maintain code quality and prevent common issues:

📋 Code Quality Guide (CODE_QUALITY_GUIDE.md)

• Complete indentation standards and best practices
• Project-specific code patterns and templates
• Common mistakes to avoid with examples
• Performance optimization guidelines
• Pre-commit checklist for developers

🔍 Automated Quality Checker (quality_check.py)

Run quality checks on any Python file:

python3 quality_check.py src/freshrelease_mcp/server.py

Features:

• ✅ Indentation validation (4-space standard)
• ✅ MCP tool structure verification
• ✅ Function docstring checks
• ✅ Async/await pattern validation
• ✅ Error handling analysis

Example output:

✅ No issues found in src/freshrelease_mcp/server.py

🆕 Latest Updates

v1.9.7 - Optimized AI Insights & Code Quality

• ✅ Optimized Test Run AI: Simplified fr_get_testrun_summary with concise insights, quality scores, and focused recommendations
• ✅ Epic AI Insights: Renamed and enhanced fr_get_epic_insights with comprehensive AI analysis including git/PR status, risk assessment, and detailed task analysis
• ✅ Test Case AI Summary: Renamed fr_filter_testcases to fr_testcase_filter_summary with intelligent insights and automation analysis
• ✅ Code Quality Tools: Added comprehensive code quality guide (CODE_QUALITY_GUIDE.md) and automated quality checker (quality_check.py)
• ✅ Enhanced Field Mapping: Fixed filtering issues with improved field label resolution
• ✅ Better Error Handling: Comprehensive logging and error messages for debugging
• ✅ Issue Key Resolution: Support for parent_id and epic_id filtering using issue keys

v1.8.4 - Filter Bug Fixes

• ✅ Fixed Fields Mapping Error: Resolved "Failed to get project fields mapping: 0" error
• ✅ API Response Handling: Better handling of nested vs. direct array responses
• ✅ Common Field Mappings: Added support for "Parent", "Epic", "Owner" field labels

🔧 Troubleshooting

Not seeing tools in Cursor?

1. Check ~/.cursor/mcp.json is valid JSON
2. Restart Cursor completely
3. Verify credentials: uvx freshrelease-mcp --help

Environment Variables:

FRESHRELEASE_API_KEY="your_api_key"      # Required
FRESHRELEASE_DOMAIN="company.freshrelease.com"  # Required  
FRESHRELEASE_PROJECT_KEY="FS"            # Optional default project

📄 License

MIT License - see LICENSE file for details.

---

⭐ Like this project? Give it a star on GitHub!
🐛 Found a bug? Open an issue
💡 Have ideas? Start a discussion